{
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  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "da9e1866",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from sklearn import datasets\n",
    "import torchvision\n",
    "from tqdm import tqdm\n",
    "from torch.utils import data\n",
    "import matplotlib.pyplot as plt\n",
    "from d2l import torch as d2l\n",
    "d2l.use_svg_display()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fcb62aa1",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"./datas/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "72d5de63",
   "metadata": {},
   "outputs": [],
   "source": [
    "trans = torchvision.transforms.ToTensor()\n",
    "mnist_train = torchvision.datasets.FashionMNIST(\n",
    "root=path, train=True, transform=trans, download=False)\n",
    "mnist_test = torchvision.datasets.FashionMNIST(\n",
    "root=path, train=False, transform=trans, download=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "1e5df023",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_fashion_mnist_labels(labels):\n",
    "    text_labels = ['t-shirt', 'trouser', 'pullover', 'dress', 'coat','sandal', 'shirt', 'sneaker', 'bag', 'ankle boot']\n",
    "    return [text_labels[int(i)] for i in labels]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "a30a66cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_images(imgs, num_rows, num_cols, titles=None, scale=1.5):  #@save\n",
    "    \n",
    "    figsize = (num_cols * scale, num_rows * scale)\n",
    "    _, axes = plt.subplots(num_rows, num_cols, figsize=figsize)\n",
    "    axes = axes.flatten()\n",
    "    for i, (ax, img) in enumerate(zip(axes, imgs)):\n",
    "        if torch.is_tensor(img):\n",
    "            # 图片张量\n",
    "            ax.imshow(img.numpy(), cmap='gray')\n",
    "        else:\n",
    "            # PIL图片\n",
    "            ax.imshow(img)\n",
    "        ax.axes.get_xaxis().set_visible(False)\n",
    "        ax.axes.get_yaxis().set_visible(False)\n",
    "        if titles:\n",
    "            ax.set_title(titles[i])\n",
    "    return axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "59fe3dcf",
   "metadata": {},
   "outputs": [],
   "source": [
    "X, y = next(iter(data.DataLoader(mnist_train, batch_size=18)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "703ece68",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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      "text/plain": [
       "<Figure size 1350x300 with 18 Axes>"
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     },
     "metadata": {},
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   ],
   "source": [
    "show_images(X.reshape(18, 28, 28), 2, 9, titles=get_fashion_mnist_labels(y));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "05ca35cb",
   "metadata": {},
   "outputs": [
    {
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     "output_type": "stream",
     "text": [
      "/root/miniconda3/lib/python3.8/site-packages/torch/utils/data/dataloader.py:560: UserWarning: This DataLoader will create 4 worker processes in total. Our suggested max number of worker in current system is 1, which is smaller than what this DataLoader is going to create. Please be aware that excessive worker creation might get DataLoader running slow or even freeze, lower the worker number to avoid potential slowness/freeze if necessary.\n",
      "  warnings.warn(_create_warning_msg(\n"
     ]
    }
   ],
   "source": [
    "batch_size = 256\n",
    "train_iter, test_iter = d2l.load_data_fashion_mnist(batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "be796643",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<torch.utils.data.dataloader.DataLoader at 0x7f39891cddc0>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
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   ],
   "source": [
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  },
  {
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   "execution_count": null,
   "id": "f7f256f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 继承torch.nn类\n",
    "class Net(torch.nn):\n",
    "    def __init__():\n",
    "        super(Net, self).__init__()\n",
    "        self.model = torch.nn.Sequential"
   ]
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